{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "99a44cc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "c1=\"#009ad6\"\n",
    "c2='#f15a22'\n",
    "c3='#7fb80e'\n",
    "c4='#6f599c'\n",
    "rho=np.logspace(3,0,61)\n",
    "tin=np.logspace(0.4657,3.4657,61)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "47ec5807",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61, 10000)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x=np.load('de60j2.npy')\n",
    "#[0]MLE [1]MAP [2]PE [3]PM\n",
    "tau1=np.maximum(x[:,:,3],x[:,:,0])/tin.reshape(61,1)\n",
    "tau1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a9be00ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61, 10000)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=np.loadtxt('s60.txt')\n",
    "tau2=data[:,1:10001]/data[:,0].reshape(61,1)\n",
    "tau2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "b4018d85",
   "metadata": {},
   "outputs": [],
   "source": [
    "mse1=np.array([])\n",
    "mse2=np.array([])\n",
    "for i in range(100):\n",
    "    hundred1=np.array(list(map(lambda x: np.random.choice(x,100),tau1)))\n",
    "    hundred2=np.array(list(map(lambda x: np.random.choice(x,100),tau2)))\n",
    "    mse1=np.append(mse1,np.power(1-np.mean(hundred1,axis=1),2))\n",
    "    mse2=np.append(mse2,np.power(1-np.median(hundred2,axis=1),2))\n",
    "mse1.resize(100,61);mse2.resize(100,61)\n",
    "mse1=mse1.T;mse2=mse2.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "8ec8118b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=150)\n",
    "plt.plot(rho,np.mean(mse1,axis=1),color=c2,label=r'Our work')\n",
    "plt.fill_between(rho,np.mean(mse1,axis=1)+np.std(mse1,axis=1)/10,np.mean(mse1,axis=1)-np.std(mse1,axis=1)/10,\n",
    "                 color=c2,alpha=0.3,edgecolor=\"none\")\n",
    "plt.plot(rho,np.mean(mse2,axis=1),color=c1,label=r'S21')\n",
    "plt.fill_between(rho,np.mean(mse2,axis=1)+np.std(mse2,axis=1)/10,np.mean(mse2,axis=1)-np.std(mse2,axis=1)/10,\n",
    "                 color=c1,alpha=0.3,edgecolor=\"none\")\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.xlabel(r'$T/\\tau_{\\rm in}$',fontsize=20)\n",
    "plt.ylabel(r'MSE',fontsize=20)\n",
    "plt.title(r'N=60,$\\sigma_e=\\sigma_{\\rm SDSS}$',fontsize=20)\n",
    "#plt.title(r'N=445,$\\sigma_{\\rm e}=\\sigma_{\\rm OGLE}$)',fontsize=20)\n",
    "plt.xlim(1,1000)\n",
    "plt.ylim(1e-4,1)\n",
    "plt.grid()\n",
    "plt.legend(fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4493ec31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61, 10000)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x2=np.load('de445j2.npy')\n",
    "#[0]MLE [1]MAP [2]PE [3]PM\n",
    "tau4=x2[:,:,3]/tin.reshape(61,1)\n",
    "tau4.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ad0f9b86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61, 10000)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data2=np.loadtxt('s445.txt')\n",
    "tau5=data2[:,1:10001]/data2[:,0].reshape(61,1)\n",
    "tau5.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2dcc6bd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "mse4=np.array([])\n",
    "mse5=np.array([])\n",
    "for i in range(100):\n",
    "    hundred4=np.array(list(map(lambda x: np.random.choice(x,100),tau4)))\n",
    "    hundred5=np.array(list(map(lambda x: np.random.choice(x,100),tau5)))\n",
    "    mse4=np.append(mse4,np.power(1-np.mean(hundred4,axis=1),2))\n",
    "    mse5=np.append(mse5,np.power(1-np.median(hundred5,axis=1),2))\n",
    "mse4.resize(100,61);mse5.resize(100,61)\n",
    "mse4=mse4.T;mse5=mse5.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b07cf2ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=150)\n",
    "plt.plot(rho,np.mean(mse4,axis=1),color=c2,label=r'Our work')\n",
    "plt.fill_between(rho,np.mean(mse4,axis=1)+np.std(mse4,axis=1)/10,np.mean(mse4,axis=1)-np.std(mse4,axis=1)/10,\n",
    "                 color=c2,alpha=0.3,edgecolor=\"none\")\n",
    "plt.plot(rho,np.mean(mse5,axis=1),color=c1,label=r'S21')\n",
    "plt.fill_between(rho,np.mean(mse5,axis=1)+np.std(mse5,axis=1)/10,np.mean(mse5,axis=1)-np.std(mse5,axis=1)/10,\n",
    "                 color=c1,alpha=0.3,edgecolor=\"none\")\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.xlabel(r'$T/\\tau_{\\rm in}$',fontsize=20)\n",
    "plt.ylabel(r'MSE',fontsize=20)\n",
    "#plt.title(r'N=60,$\\sigma_e=\\sigma_{\\rm SDSS}$',fontsize=20)\n",
    "plt.title(r'N=445,$\\sigma_{\\rm e}=\\sigma_{\\rm OGLE}$',fontsize=20)\n",
    "plt.xlim(1,1000)\n",
    "plt.ylim(1e-4,1)\n",
    "plt.grid()\n",
    "plt.legend(fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "75f03c8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=150)\n",
    "plt.plot(rho,np.mean(mse4,axis=1)/np.mean(mse5,axis=1),color=c2,label=r'$\\frac{Our\\ work}{S21}$')\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.xlabel(r'$T/\\tau_{\\rm in}$',fontsize=20)\n",
    "plt.ylabel(r'MSE',fontsize=20)\n",
    "#plt.title(r'N=60,$\\sigma_e=\\sigma_{\\rm SDSS}$',fontsize=20)\n",
    "plt.title(r'N=445,$\\sigma_{\\rm e}=\\sigma_{\\rm OGLE}$',fontsize=20)\n",
    "plt.xlim(1,1000)\n",
    "plt.grid()\n",
    "plt.legend(fontsize=15)\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "98e29655",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
